Abstract
BACKGROUND: The coronavirus pandemic has profoundly affected global health, economic stability, and environmental sustainability. Despite these challenges, significant gaps in data remain, particularly in effectively assessing and engaging diverse communities such as color, LGBTQIA+ individuals, and low-income groups. This shortage of comprehensive research limits our capacity to undertake sensitive studies, specifically in dealing with the complexities of long COVID, which some individuals continue to suffer from after their initial recovery. OBJECTIVE: This review delves into the ongoing repercussions of long-term COVID-19, a postinfectious syndrome marked by neurological symptoms such as cognitive deficits and sensory impairments, which may last well beyond the acute phase of the illness. These symptoms frequently overlap with mental health issues (e.g., anxiety and depression), which can aggravate the socioeconomic challenges faced by vulnerable populations, especially within the LGBTQA+ communities. METHODS: To tackle these complex interactions, we have introduced a novel public health framework: model-based systems thinking (MBST), which incorporates System Dynamics and causal loop diagrams (CLD). RESULTS AND DISCUSSION: The articles were selected on the basis of their discussion of COVID-19-associated anosmia, exploration of olfactory dysfunction alongside neurocognitive disorders, and the challenges experienced in LGBQA+ communities. This approach offers a robust framework for dissecting the intricate ties between socioeconomic factors, health outcomes, and the extended recovery trajectories associated with long-term COVID-19, with a particular focus on olfactory dysfunction. We also explore strategies to make our models more accessible to healthcare providers and the LGBTQA+ communities, encouraging its broader adoption. CONCLUSION: Long COVID's impact on public health and marginalized communities highlights the urgent need for adopting systems thinking models. Additionally, this article calls for a concerted effort from all experts to foster multidisciplinary, team-based research and implement effective support measures for COVID-19 survivors across all communities, mainly focusing on the scientific, social, and behavioral challenges LGBTQIA+ and low-income individuals face.